Tag management for small business buyers
Asked as “tag management system”, and as “website tag manager”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
100%
Clear leader
100Google Tag Manager
100% of first choices, clear leader.
Since September 2026▲+2Since September 2026: 98% → 100%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Google Tag Manager held the lead, +2 points on 98%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Google Tag Manager100%Clear leader▲+2Since September 2026: 98% → 100%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketGoogle Tag Manager81%Clear leader▲+4Since September 2026: 77% → 80%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Tealium iQ Tag Management49%Clear leader▲+6Since September 2026: 47% → 52%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
Google Tag Manager100%Clear leader▲+2Since September 2026: 98% → 100%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketGoogle Tag Manager81%Clear leader▲+4Since September 2026: 77% → 80%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseTealium iQ Tag Management49%Clear leader▲+6Since September 2026: 47% → 52%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Google Tag Manager Lab in the set100%3%79endorsed leader▲+2Since September 2026: 98% → 100%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.98% → 100%
Google Tag Manager Lab in the set100%3%79endorsed leader▲+2Since September 2026: 98% → 100%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.98% → 100%Show the five products at 0%, ordered by negative rate
06Tealium iQ Tag Management0%82%55criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Tealium iQ Tag Management0%82%55criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
Adobe Experience Platform Tags0%69%48criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Adobe Experience Platform Tags0%69%48criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%04
Segment0%43%35criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Segment0%43%35criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%03
Piwik PRO Tag Manager0%8%37accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Piwik PRO Tag Manager0%8%37accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%02
Matomo Tag Manager0%2%44accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Matomo Tag Manager0%2%44accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Tag Manager is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice four times of 4; the other thirteen models forty-four times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
One product takes 100% of first choices here, so the chart would put five markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Thirteen of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Tealium iQ Tag Management82%
45 of 55 labels negative · 14 of 14 models · 14 hard negative
“Enterprise-Grade Data Hubs (e.g., Tealium, Adobe, Segment/Exoscale) ... they are often "overkill" and detrimental to smaller operations.” Qwen 3.7 Flash, negative prompt
Adobe Experience Platform Tags69%
33 of 48 labels negative · 13 of 14 models · 13 hard negative
“tools like Tealium and Adobe’s tagging stack are industry powerhouses, they are often "overkill" and detrimental to smaller operations” Qwen 3.7 Flash, negative prompt
Segment43%
15 of 35 labels negative · 11 of 14 models · 5 hard negative
“flagged as an overkill choice for small businesses or startups unless they are heavily funded, and it can be too costly and developer-dependent for lean teams” Perplexity Sonar, negative prompt
ObservePoint50%
3 of 6 labels negative · 3 of 14 models · 2 hard negative
“**Why to avoid**: User reviews mention "complex usability" that can be overwhelming” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 864 links across 165 sites, every framing counted. Ranked by the number of answers carrying the site or page. 52 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Guideflow45 answers · 45 citations · 11 models
vendor site · checkthat.ai43 answers · 49 citations · 10 models
vendor site · ObservePoint40 answers · 41 citations · 12 models
37 answers · 54 citations · 10 models
vendor site · Usercentrics34 answers · 34 citations · 10 models
30 answers · 30 citations · 10 models
27 answers · 28 citations · 11 models
23 answers · 36 citations · 9 models
22 answers · 28 citations · 9 models
21 answers · 21 citations · 8 models
18 answers · 18 citations · 10 models
vendor site · SourceForge17 answers · 18 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
44 answers · 11 models
42 answers · 10 models
39 answers · 11 models
34 answers · 10 models
30 answers · 10 models
29 answers · 10 models
23 answers · 10 models
21 answers · 8 models
18 answers · 10 models
17 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best tag management system”, “tag management system”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days |
|---|---|---|---|---|---|---|
| Google parent site Google Tag Manager 100% | 100% | 207 | 90,500 | 863 | ||
| Matomo Tag Manager matomo.org | 0% | 75 | 50 | 4 | 35,015 | 9 |
| Piwik PRO Tag Manager piwik.pro | 0% | 89 | 10 | 0 | 95,862 | 8 |
| Cloudflare Zaraz cloudflare.com | 0% | 18 | 4,995,413 | 111 | ||
| RudderStack rudderstack.com | 0% | 125 | 1,900 | 42 | 46,132 | 50 |
| Scale8 | 0% | |||||
| Tagmate | 0% | |||||
| Analytify analytify.io | 0% | 3 | ||||
| Pixelflow pixelflow.so | 0% | 6 | 720 | 0 | 155 | |
| Stape stape.io Stape.io 0%, Stape 0% | 0% | 6 |
Google's top ten for the two searches hold 14 sites; 2 of them are among the sites the models cited here (omr.com, usercentrics.com). The first result for “best tag management system” is omr.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best tag management system for a small B2B company?”Paraphrase“Which website tag manager would you recommend to a small business that sells to other businesses?”Comparative“What are the top tag management systems for a small team and how do they differ?”Budget-constrained“What is the best tag management system for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a tag management system. What should we look at?”Negative“Which tag management systems should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceGoogle Tag ManagerChangedGoogle Tag ManagerGoogle Tag Managerno first choiceagainst: Adobe Experience Platform Tags, Signal Tag Management, Tealium iQ Tag Management
Three alternatives
Adobe Experience Platform Tags, Piwik PRO Tag Manager, Tealium iQ Tag ManagementThree alternatives
Ingest IQ, Matomo Tag Manager, Piwik PRO Tag ManagerThree alternatives
Matomo Tag Manager, Segment, Tealium iQ Tag ManagementGPT-5.4 miniGoogle Tag ManagerGoogle Tag ManagerHeldGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Managerno first choicenothing named
Two alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementOne alternative
SegmentOne alternative
Matomo Tag ManagerGemini 3.5 FlashGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerHeldGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Piwik PRO Tag ManagerGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Commanders Act Enterprise Tag Manager, Ensighten Manage, Segment, Tealium iQ Tag Management
Two alternatives
Piwik PRO Tag Manager, SegmentTwo alternatives
Piwik PRO Tag Manager, SegmentFour alternatives
Cloudflare Zaraz, Matomo Tag Manager, Piwik PRO Tag Manager, SegmentTwo alternatives
Cloudflare Zaraz, Matomo Tag ManagerFive alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, RudderStack, Segment, Stape.ioPerplexity SonarGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag ManagerHeldGoogle Tag ManagerGoogle Tag Managerno first choiceagainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag Management
Two alternatives
Piwik PRO Tag Manager, StapeOne alternative
TagmateSix alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, RudderStack, Scale8, SupaTags, TagmateOne alternative
Adobe Experience Platform TagsGrok 4.1 FastGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerHeldagainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag Managementno first choiceagainst: Adobe Experience Platform Tags, Piwik PRO Tag Manager, Segment, Tealium iQ Tag Management
Four alternatives
Cloudflare Zaraz, Matomo Tag Manager, Piwik PRO Tag Manager, TAGGRSThree alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, TAGGRSTwo alternatives
Matomo Tag Manager, SegmentOne alternative
Cloudflare ZarazMistral SmallGoogle Tag Manageragainst: ObservePointGoogle Tag ManagerHeldGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Adobe Experience Platform Tags, Ensighten, Segment, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Google Tag Manager, Tealium iQ Tag Management
Four alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, SegmentDeepSeek V4 FlashGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerHeldagainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, ObservePoint, Segment, Tealium iQ Tag Management
Two alternatives
Piwik PRO Tag Manager, SegmentTwo alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerThree alternatives
Matomo Tag Manager, Scale8, SegmentTwo alternatives
Matomo Tag Manager, SegmentThree alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, SegmentLlama 4 MaverickGoogle Tag ManagerGoogle Tag ManagerHeldGoogle Tag ManagerGoogle Tag Managerno first choiceagainst: Pixelflow, Segment, Tealium iQ Tag Management
One alternative
ObservePointOne alternative
PTPiwik PRO Tag ManagerTwo alternatives
Adobe Experience Platform Tags, server-side GTM hostingQwen 3.7 FlashGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerHeldGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag Management
Two alternatives
Piwik PRO Tag Manager, Server-Side GTMOne alternative
OpenTagTwo alternatives
Pixelflow, UsercentricsFour alternatives
GMetrix, Header Footer Code Manager, Matomo Tag Manager, WPHeadControlThree alternatives
Fathom, Plausible, RudderStackKimi K2Google Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerHeldagainst: Adobe Experience Platform TagsGoogle Tag Manageragainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Tealium iQ Tag Management
Two alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerThree alternatives
Cloudflare Zaraz, Matomo Tag Manager, Piwik PRO Tag ManagerTwo alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerTwo alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerTwo alternatives
Piwik PRO Tag Manager, SegmentGLM 4.7 FlashXGoogle Tag Manageragainst: Segment, Tealium iQ Tag ManagementGoogle Tag ManagerHeldagainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag Manageragainst: SegmentGoogle Tag Manageragainst: Adobe Experience Platform Tags, ObservePoint, Tealium iQ Tag Management
Two alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerOne alternative
Matomo Tag ManagerTwo alternatives
Adobe Experience Platform Tags, Piwik PRO Tag ManagerThree alternatives
Analytify, Cloudflare Zaraz, Matomo Tag ManagerTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementMiniMax M2.5Google Tag ManagerGoogle Tag ManagerHeldagainst: Tealium iQ Tag ManagementGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag Managerno first choiceagainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag Management
Four alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementTwo alternatives
Piwik PRO Tag Manager, TagmateFour alternatives
Adobe Experience Platform Tags, Matomo Tag, Piwik PRO Tag Manager, SegmentOne alternative
Adobe Experience Platform TagsGPT-6 LunaGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag ManagerHeldGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag Managerno first choiceagainst: Adobe Experience Platform Tags, Google Tag Manager, Tealium iQ Tag Management
One alternative
Matomo Tag ManagerOne alternative
Matomo Tag ManagerThree alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag ManagerOne alternative
Matomo Tag ManagerMuse Glimmer 30BGoogle Tag ManagerGoogle Tag ManagerHeldGoogle Tag Manageragainst: Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Segment, Tealium iQ Tag Management
Two alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementOne alternative
Piwik PRO Tag ManagerOne alternative
Matomo Tag ManagerTwo alternatives
Cloudflare Zaraz, Matomo Tag ManagerTwo alternatives
Matomo Tag Manager, PixelflowBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:40 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:04 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:12 | yes | 7 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:51 | yes | 30 | 6 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:24 | yes | 19 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:47 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:05 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:00 | yes | 8 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 10 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:42 | yes | 23 | 151 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:39 | yes | 11 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:00 | yes | 3 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:06 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:42 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 14:06 | no | 0 | 2 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:26 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:52 | yes | 14 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 13 | 3 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:42 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:27 | yes | 17 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:40 | yes | 5 | 18 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:50 | yes | 5 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:02 | yes | 19 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:24 | yes | 9 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:07 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:58 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:31 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:56 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 6 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:35 | yes | 15 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:04 | yes | 21 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:22 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:08 | yes | 24 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:25 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:28 | yes | 9 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:54 | yes | 18 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:44 | yes | 24 | 92 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:12 | yes | 18 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:18 | yes | 6 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:49 | yes | 21 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:19 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:06 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:13 | yes | 7 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:34 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:59 | yes | 14 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:37 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:24 | yes | 10 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:07 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:39 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:03 | yes | 14 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:12 | yes | 16 | 73 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:44 | yes | 5 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:09 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:19 | yes | 12 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:10 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:58 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:22 | yes | 7 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:57 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:56 | no | 0 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:34 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:54 | yes | 18 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:01 | yes | 5 | 6 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:58 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:50 | yes | 19 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:02 | yes | 18 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:59 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:05 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:23 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:34 | yes | 10 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:34 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:56 | yes | 9 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:58 | yes | 17 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:16 | yes | 22 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:58 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:48 | yes | 22 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:12 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:36 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:09 | yes | 15 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:23 | yes | 22 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:13 | yes | 14 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:08 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:55 | yes | 21 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Adobe read as Adobe Experience Platform Tags
Adobe Experience Platform Tags, formerly Adobe Launch read as Adobe Experience Platform Tags
Commanders Act read as Commanders Act Enterprise Tag Manager
Matomo read as Matomo Tag Manager
Matomo (formerly Piwik) read as Matomo Tag Manager
Piwik PRO read as Piwik PRO Tag Manager
Tealium read as Tealium iQ Tag Management
Tealium IQ read as Tealium iQ Tag Management
Tealium iQ read as Tealium iQ Tag Management
Tealium iQ (Community Edition) read as Tealium iQ Tag Management
Unresolved, counted raw
GMetrix
Header Footer Code Manager
Matomo Tag
OpenTag
Signal Tag Management
SupaTags
TagSpaces
WPHeadControl
server-side GTM hosting
Discontinued, still offered
No shut-down product was recommended here.